dorsal/arxiv
View SchemaGeometry of low nonnegative rank matrix completion
| Authors | Kaie Kubjas, Lilja Metsälampi |
|---|---|
| Categories | |
| ArXiv ID | 2601.07658vv1 |
| URL | https://arxiv.org/abs/2601.07658 |
| License | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ |
Abstract
We study completion of partial matrices with nonnegative entries to matrices of nonnegative rank at most $r$ for some $r \in \mathbb{N}$. Most of our results are for $r \leq 3$. We show that a partial matrix with nonnegative entries has a nonnegative rank-1 completion if and only if it has a rank-1 completion. This is not true in general when $r \geq 2$. For $3 \times 3$ matrices, we characterize all the patterns of observed entries when having a rank-2 completion is equivalent to having a nonnegative rank-2 completion. If a partial matrix with nonnegative entries has a rank-$r$ completion that is nonnegative, where $r \in \{1,2\}$, then it has a nonnegative rank-$r$ completion. We will demonstrate examples for $r=3$ where this is not true. We do this by introducing a geometric characterization for nonnegative rank-$r$ completion employing families of nested polytopes which generalizes the geometric characterization for nonnegative rank introduced by Cohen and Rothblum (1993).
{
"annotation_id": "3e4ff1d4-f560-4fd8-ac00-a6e9039b5a20",
"date_created": "2026-02-17T05:53:12.484000Z",
"date_modified": "2026-02-17T05:53:12.484000Z",
"file_hash": "8bfeecb2fef6a0c0bb2d5102ff041aba0d1a89f64e785ed43aaf664f6162f931",
"private": false,
"record": {
"abstract": "We study completion of partial matrices with nonnegative entries to matrices of nonnegative rank at most $r$ for some $r \\in \\mathbb{N}$. Most of our results are for $r \\leq 3$. We show that a partial matrix with nonnegative entries has a nonnegative rank-1 completion if and only if it has a rank-1 completion. This is not true in general when $r \\geq 2$. For $3 \\times 3$ matrices, we characterize all the patterns of observed entries when having a rank-2 completion is equivalent to having a nonnegative rank-2 completion. If a partial matrix with nonnegative entries has a rank-$r$ completion that is nonnegative, where $r \\in \\{1,2\\}$, then it has a nonnegative rank-$r$ completion. We will demonstrate examples for $r=3$ where this is not true. We do this by introducing a geometric characterization for nonnegative rank-$r$ completion employing families of nested polytopes which generalizes the geometric characterization for nonnegative rank introduced by Cohen and Rothblum (1993).",
"arxiv_id": "2601.07658",
"authors": [
"Kaie Kubjas",
"Lilja Mets\u00e4lampi"
],
"categories": [
"math.MG",
"math.AG",
"math.CO"
],
"license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
"title": "Geometry of low nonnegative rank matrix completion",
"url": "https://arxiv.org/abs/2601.07658",
"version": "v1"
},
"schema_id": "dorsal/arxiv",
"source": {
"execution_id": "ffb68794-ec57-403f-be4c-8eb63547626a",
"id": "arXiv Dataset",
"type": "Model",
"variant": "snapshot-2026-01-17",
"version": "0.1.0"
},
"user_id": 1000002
}